3 maximum distance, 4 correlation, Maximum distance – Metrohm Vision – Theory User Manual

Page 19: Correlation

Advertising
background image

▪▪▪▪▪▪▪

17

3.2.3

Maximum Distance

To calculate maximum distance (distance in this context is in terms of spectral value – absorbance, or
the spectral value in a derivative spectrum) of a spectrum y to a mean product spectrum x, Vision first
defines the inflated standard deviation spectrum from the product set:

s

n

x

x

n

i

d

j

j

j

=

+



1

1

2

1

1

2

1
2

(

)

(

)

Where the index i runs over all wavelengths, and index j runs over all spectra in the set.

Consequently, the maximum distance is calculated as:

D

abs

y

x

s

x

i

i

i

d

overall i

=



max

Maximum distance can be interpreted as the maximum deviation from the product mean spectrum
expressed in units of inflated standard deviation.

3.2.4

Correlation

Correlation formally is not a distance, but a measure of spectral similarity. Correlation between two
spectra x and y is calculated as:

D

x y

x

y

c

i i

i

i

i

i

i

=

∑ ∑

2

2

Strictly speaking, correlation is a dot product of two vectors representing spectra. Geometrically, it is
a cosine of an angle between those vectors. Correlation is scale invariant, i.e. its value does not
change if one or both spectra are multiplied by a constant.

Advertising